- force matrix class for cumulative contributions in the calculate_contributions_along_path to prevent iBreakDown breaking for multiclass classification models that return data.frame of probabilities instead of a matrix.
- consistent theme settings with #541
- ensure the path (variable sequence) within each B is unique (not oversampled) #98
- fixed factor variabe values formatting when
new_observationis of classtbl#96
- add
reloadargument toplotD3, which by default isFALSE(behavior unchanged);TRUEreloads the plot on resize #89 - fixes explanations when data has one column #93
- fix issue with text coliding with rectangle #85
- fix the intercept bar color when
baselineis used (now it's blue) - add
max_varsalias to the plots (unification)
- doc fix for
CRAN
plotandplotD3work now #77- fix
xgboostvariable values inbreak_down_uncertainty()#76 - depend on
R v3.5to comply withDALEX plothas nowtitleandsubtitlearguments #67
- Argument
vnamesadded toplot.break_downto change freely labels - change
cummulativetocumulative#72 - add
max_featurestoplot.break_down_uncertainty()
- Description of break_down explainer added
- Description of break_down_uncertainty explainer added
- plotD3 for shap added
- chose first row when passing more than one
new_observation
- New version of D3 plots in
plotD3(). - Updated color palettes consistent with changes in DALEX 0.4.4
- Function
local_attributions_uncertainty()now supportspath = "average"argument and plots shapley values (#29). - Function
local_attributions_uncertainty()is renamed tobreak_down_uncertainty(). - Function
shap()is an alias forbreak_down_uncertainty(). - binder is removed as it was not used.
- methodology behind
iBreakDownis described on arXiv and linked in the CITATION
- code refactoring
- added
local_attributions_uncertainty()function that measures uncertanity behind additive attributions
breakDown2has changed name toiBreakDown
- in the
local_attributions()function user can force order in which variables shall be presented
- added
plotD3()function, that usesr2d3package to generate interactive D3 plots
- Greedy strategies with time complexity O(p^2) are removed.
iBreakDownis forked frombreakDownversion 0.2.0